Microsoft Designing and Implementing a Data Science Solution on Azure (DP-100) Certification Sample Questions

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Microsoft DP-100 Sample Questions:

01. What languages does the Azure ML SDK exist in?
a) Pandas and R
b) Python and C-sharp
c) R and C-sharp
d) Python and R
 
02. Automated ML tests columns for high cardinality - what is an example of a column with high cardinality in a dataset that lists patients and their obese status?
a) Obese Status (1 or 0)
b) Patient ID (based on individual identifier)
c) Height (continuous)
d) Doctor's notes (string, can be null)
 
03. You manage an Azure Machine Learning workspace. You need to define an environment from a Docker image by using the Azure Machine Learning Python SDK v2. Which parameter should you use?
a) image
b) properties
c) build
d) conda_file
 
04. How would you ensure that a particular model does not discriminate based on race?
a) Remove the ethnicity feature
b) Train the model with members of only one race
c) Compare disparity and performance metrics across ethnicities
d) Train several models, each one having members of only one race
 
05. In a Python SDK, what is one of the reasons you would convert the Dataset into Python for a training pipeline?
a) Perform transformations
b) Run an experiment
c) Register data assets
d) Run a job
 
06. What is not a valid setting you can toggle when creating a model using Automated ML in Azure Machine Learning?
a) Restricting all algorithms except for Gradient Boost
b) Restrict to only using a portion of the data
c) Setting the exit criterion at 1 hour time elapsed
d) Setting the primary metric to R2
 
07. What evaluation metric is commonly called R2?
a) Coefficient of Determination
b) Explanatory Power
c) Relative Squared Error
d) Relative Error
 
08. When connecting to the workspace using Python SDK locally, what is required?
a) Compute instance with either CPU or GPU
b) Dedicated Azure account with shared access
c) Application Service resources, with configurations set up
d) Having a config file and called the from_config() method
 
09. In a notebook, you have a registered Workspace named ws. Which code gets you the default datastore?
a) ws.get_default_datastore()
b) ws.get_dataset()
c) ws.find()
d) ws.default()
 
10. You manage an Azure Machine Learning workspace. You must provide explanations for the behavior of the models with feature importance measures. You need to configure a Responsible Al dashboard in Azure Machine Learning. Which dashboard component should you configure?
a) Casual inference
b) Interpretability
c) Counterfactual what-if
d) Fairness assessment

Answers:

Question: 01
Answer: d
Question: 02
Answer: b
Question: 03
Answer: a
Question: 04
Answer: c
Question: 05
Answer: a
Question: 06
Answer: b
Question: 07
Answer: a
Question: 08
Answer: d
Question: 09
Answer: a
Question: 10
Answer: b

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